{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-05-21T14:25:50.243347Z",
     "start_time": "2024-05-21T14:25:44.793763Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sn"
   ],
   "outputs": [],
   "execution_count": 8
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 线图和折线图",
   "id": "156c446e83877d00"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-21T13:58:49.368851Z",
     "start_time": "2024-05-21T13:58:49.348130Z"
    }
   },
   "cell_type": "code",
   "source": "plt.rcParams['font.family'] = ['Microsoft YaHei']",
   "id": "413b663328852942",
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-21T13:58:51.554452Z",
     "start_time": "2024-05-21T13:58:50.897402Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.linspace(0, 100, 10000)\n",
    "y = np.sin(x)\n",
    "plt.plot(x, y)\n",
    "\n",
    "plt.title(\"sin函数\")\n",
    "plt.xlabel(\"x轴\")\n",
    "plt.ylabel(\"y轴\")\n",
    "plt.show()"
   ],
   "id": "c5f626002375048b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-21T14:32:01.999133Z",
     "start_time": "2024-05-21T14:32:01.810299Z"
    }
   },
   "cell_type": "code",
   "source": [
    "cities = ['北京', '上海', '广州', '深圳', '厦门']\n",
    "values = [100, 50, 60, 40, 70]\n",
    "plt.plot(cities, values)\n",
    "\n",
    "plt.title(\"各分类分布图\")\n",
    "plt.xlabel(\"城市\")\n",
    "plt.ylabel(\"GDP\")\n",
    "plt.show()"
   ],
   "id": "7ad92ae69f0cbef4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 20
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 条形图",
   "id": "f1b8bf31da342319"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-21T14:36:23.762802Z",
     "start_time": "2024-05-21T14:36:23.527164Z"
    }
   },
   "cell_type": "code",
   "source": [
    "cities = [2018, 2019, 2020, 2021, 2022]\n",
    "values = [100, 50, 60, 40, 70]\n",
    "plt.bar(cities, values)\n",
    "\n",
    "plt.title(\"GDP变化趋势图\")\n",
    "plt.xlabel(\"年份\")\n",
    "plt.ylabel(\"GDP\")\n",
    "plt.show()"
   ],
   "id": "f9f1af8d28216dc4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 27
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 饼图",
   "id": "df7c6ad3e6499540"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-21T14:38:25.192268Z",
     "start_time": "2024-05-21T14:38:25.061578Z"
    }
   },
   "cell_type": "code",
   "source": [
    "cities = ['北京', '上海', '广州', '深圳', '厦门']\n",
    "values = [100, 50, 60, 40, 70]\n",
    "colors = ['red', 'blue', 'green', 'yellow', 'purple']\n",
    "\n",
    "plt.pie(values, labels=cities, colors=colors, autopct='%1.1f%%', startangle=90)\n",
    "plt.title(\"GDP占比情况\")\n",
    "plt.show()"
   ],
   "id": "48fdbc86285600cd",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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TuHHjUj2ioqKoWrUq9vb2REZGEh8fT6tWrdBoNAYfI0eOVPstmh1ZasOW/P03jB6t3FNBiBIcWXKEY8uO0fLllkR+GImLl4vaJdGnTx8iIyO5fLnk4Bo6dCgAs2fPpkuXLnh4eLBp0yby8/PvOPbzzz8nOTnZ2OVaPGlB2ILYWIiMhD59JBxEmeTn5rNt4ja+r/s9MT/EkJ9354drZfPy8sLPz6/g8emnn+Lr61tkm5+fHwDjxo1Dp9OxY8cOAgICcHJywsXF5Y6Hg4N8VzZE/q1Ys+RkeOstmDFDltYWFZJ1OYsVr65gx6QddJ3Qlfo966tWywMPPEBkZCSenp7k5+fj6urK1KlTC/ZnZmby7bffAvDzzz/TuXNngoODVarWsklAWCO9HqZNg3feUW7MI4SRJB9OZk6vOdTuWptu33QjoHFApb6+RqMhLy+P5ORkxowZY/CYn3/+matXr1ZqXdZKAsLa7N8PL7yg3H9BCBOJXx3P5KaTafZsMzqP7Yybr+nvTaHT6XB0VGZ/29nZ4eXlZfA4JydZ+txYJCCsRWYmfPIJTJyoTHoTwsT0Oj07f93J0b+P0vu33ia/7JSbm4uLi9JRnpKSwoQJEwwed/DgQZPWYUskIKzBv//Cyy9DQoLalQgbdC3xGnN6zaHZ8GZ0+6Ybzp7OJnmdq1evUqVKFQCcnZ1p3LixwePOnz9vkte3RRIQliwjQ5nLUKiDTgi17PptFyfXnKRPVB9qRdYy+vnPnz9PgwYN8PHxYdWqVfTu3ZsZM2bQqFGjIsd16tTpruEhykYCwlLFxMATT4DMEBVmJPVUKjMemEGr11rReWxnHFyM9xGzY8cO+vTpw6VLl3juuedISkpizJgxaDSagmPOnz9PUlISGRkZRntdWybzICyNTgeffgrt2kk4CPOkh20Tt/Gr9lfOxxnnck9ycjJ79uwhPz+fVq1aMXz4cEaPHo2dnR3vvfcef//9N126dMHf359NmzaVq6O6cNAIhbQgLEl8vNJq2LpV7UqEKFHSwSSmtppK+/fb0+G9DhW6V/ZPP/1E9+7dCQkJ4c8//0Sr1bJ//36uXLnCo48+iqOjIzVq1ODLL78kJCSE/Px87OyKf72bs7Ht7OzYvn07ERER5a7PWkkLwlJMnw733SfhICxKfl4+Gz/eyNTWU0k6lFTu8zg7OzNmzBgcHBwYPnw49evX55NPPuHee+/l9OnTJCcn83//938sXbqUnj17UqVKFebMmVPsOSdMmICfnx8+Pj7Ex8czbNiwctdnrWS5b3OXnQ0jRsDvv6tdiVWz9eW+K4OjuyMPT32Yxo9XrAP54sWLVKtWrdhjcnJycHBwKLEVAZSqtWGr5N+KOTtzRulrkHAQViA3I5cFAxew6q1V5OvKv6ZTSeEAymS50n7oSzjcnfybMVcbN4JWC3FxalcihFFtnbCVWQ/NIvNyptqliBJIQJij77+HLl0gqfzXbIUwZ/Fr4pnSfAqJuxPVLkUUQwLCnGRnw9NPK5Pf8vLUrkYIk0o9lcq0ttM4tEiWoDdXEhDm4tw56W8QNic3M5c/H/uTzeNkcUlzJAFhDg4fhjZtpL9B2CY9rB29liXPLEGXq1O7GlGIBITaYmKUlsPp02pXIoSqdk/fzcyuM6Xz2oxIQKhp+XLo1Elu6iPEDQkbE5jebjrpF9LVLkUgAaGemTPh4YeV+zgIIQokH04mKjKKq2flrnBqk4BQw4QJymglGakkhEEpx1KIiowiNSFV7VJsmgREZXvrLeUhK5wIUawr8VeIioziyskrapdisyQgKtPrryutByFEqaQlpBHVIYqU4ylql2KTJCAqy+jR8O23alchhMW5evYqUZFRJB9OVrsUmyMBURk+/BDGjVO7CiEsVvr5dKI6RnHpwCW1S7EpEhCm9vnn8NlnalchhMXLuJjBjI4zSNwj6zdVFgkIUxo/Hj74QO0qhLAamcmZ/N7pdy7svKB2KTZBAsJUvv0W3nlH7SqEsDpZKVn80e0PUk5Ix7WpSUCYwvTpyoglIYRJZCZnMrvHbLJSstQuxapJQBjb2rXKLUKFECZ1+ehl5j0yD12OLPBnKhIQxnTgADz2GOTmql2JEDYhYVMCS55ZonYZVsvsAuK5555jQqHJZGFhYWzYsKHE5x09epTGjRuTlpZmwuqKcfEi9OwJar2+EDZq36x9rP9ovdplWCUHtQu4XW5uLnklrFGUkpJCTk5OkW1VqlTBzc2NiRMnMnLkyDue4+HhgYeHh1FrLZCZCb17Q0KCac4vhCjWpk834VPHh/ueuk/tUqyK2QVESQ4ePMinn37Kjh07DO7/448/+OOPP+7Y/uqrr/Lqq68av6D8fBgyBLZvN/65hRCl9s9z/1C1RlVqdayldilWw2IC4urVq4wZM4YpU6awd+9ewsLC1C5JMWoULF6sdhVC2Dxdjo55j87j2S3P4hfmp3Y5VkH1PojRo0ej0WgKHjNmzLjjmDlz5lCvXj2OHj1KXFxcQTh4eXmV+Bg4cKDpio+KgokTTXd+IUSZZF/JZnbP2WQkZahdilVQPSC+/PJL9Hp9wePpp5++45idO3fyxx9/sHr1asLDwwu2p6WlcerUKVJTUw0+fvzxR65du2aawvftgxdfNM25hRDldiX+CnMfnivDX41A9YAoja+++oquXbuqXcYt6enQrx9kySQdIczR2W1nWfveWrXLsHgWERBmZ/hwOHpU7SqEEMXY+vVWTqw+oXYZFs1iOqlvunLlCt7e3gB069aNunXrFgyLzcrKQqPR4OLiAkBQUBBDhw41bgE//gh//mnccwohjE8Pi59azMi9I3H3d1e7GotkVi2IDRs2EBcXV+wx48eP58Ub1/5XrFjBhg0buHLlCqmpqbzwwguMGjWK1NRU1qxZw+7du3n77beNV+D27fDmm8Y7nxDCpK4lXmPJMJlpXV6qB8SFCxf46quvCAsLY+DAgWRmZhZ7fGJiIlWrVgXg22+/pWXLlgbnRLz66qt06NCBM2fOGKfQK1dgwAC4bYKeEMK8HVt6jJjvY9QuwyKpHhBjxoxh0aJFfPjhh5w+fZr27dsX2e/p6cn+/fvR6/UkJiaybt06GjduzODBg/n444/5559/aNGixR3nXbFiBdWrVyciIoLVq1dXvNBnnoFTpyp+HiFEpVv99mq50VA5qB4Qv/zyC1u2bGHw4ME4OTndsf/111/nvffew87OjqCgIGrVqsWaNWvYs2cPsbGxdO7cmbS0NLKzszly5AjOzs6AsvTGokWLeP755xk8eHCJLZNizZghk+GEsGC66zoWDFpAbqYspFkWGr1er1e7iMKGDh1KWFgYo0ePLrI9OzsbBwcHHBwcOHfuHFWrVi1YWykkJIRz585RvXp1VqxYwX33FV2P5dy5cwQHB5evoDNnIDxcFuGzcufDHmDK4Ui1yxAmFvF8BL1/6a12GRbD7AKiPHQ6HXq9HgcHIw/K0uuha1flHg/CqklA2I7+f/Wn0WON1C7DIqh+ickY7O3tjR8OAL/8IuEghJX557l/uHr2qtplWASrCAiTOH0ajDlEVghhFrKvZLP8leVql2ERJCDuZsQIZUkNIYTVObz4MMdXHFe7DLMnAWHI77/DihVqVyGEMKHlry6XBf1KIAFxu9RUmS0thA1IOZbCf1/9p3YZZk0C4nYffwzJyWpXIYSoBJvHbibttAxhvxsJiMIOHoSfflK7CiFEJcnNzGXFa3I5+W4kIAp77TW4sTKsEMI2HF50mOMrpcPaEItb7ttkliwBY6zZJISRJZLIKlZxmtM440w96vEgD+KGW8ExKaTwD//QlKbcx313PddhDrOWtaSQgg8+dKMbdakLQA45/MM/HOUo7rjTgx4F+wCmM52mNKUZzUz3ZlWy/JXlvLj/Reyd7NUuxaxICwLg+nV44w21qxDCoGUsoxa1GM5w+tCHU5xiEYsAuMxllrCEyUzmJCeLPc85zjGPeYQTzrM8Sw1qMJe5XOYyAFvYQiaZDGUorWnNQhaiR1loYTe7ySefpjQ16XtVS8qxFLZM2KJ2GWZHAgLg668hPl7tKoQw6DEeowMdqE516lOfTnTiOMfJIYd44skkk2EMK/E8//EfdalLBzoQRBC96EVVqrKd7YASIPdzP4EE0gJlheRMMskii7WspRe90KAx6XtVU/T/RUuH9W0kIM6fh7Fj1a5CiLuqStUiPzvgUPDNvjnNGcQgAgks8TxJJFGd6gU/a9BQk5qc4xwAVajCcY6jQ0cCCWjQ4IYba1hDYxpTjWpGfFfmJzczl5VvrFS7DLMifRBjx0JGhtpVCFEqevTsYhfBBOPEncvjF8cNN9Io+g35OtfJQPn9b0c7ZjKTWGJxxplHeITznOcYx3iJl4z2HszZoQWHSNydSPWm1Us+2AbYdkCcPQu//aZ2FUKUig4dS1nKSU6W6pLS7RrRiFWsIpxwalOboxzlMIfxRrnHuzfevMIrXOUqHnigQcMUptCNbhzhCJvYRD75RBJZbEe4pdv0+SYG/DVA7TLMgm0HxNixSge1EGYujTT+4i+ucIWneZpgyn5/kxa04DKXmc1s9OipRjXCCOMa1wqO0aApuKQVQwxuuFGd6sxiFsMYRi65TGUqoYRShSpGe3/m5NDCQ1w6cImAewPULkV1thsQZ87A1KlqVyFEiZJJZgYzCCCAkYzEA49ynccOO3rQg650JZNMqlKVWcwq0i9xUzrpbGITz/AMJzhBAxrgiSdAQb+FtQYEeqXD+rHZj6ldiepst5N67FjIyVG7CiFKtIAFhBDCEIaUOxwKc8SRqlQlhRSOc5zGNL7jmFWsojnN8cWXPPLQcWtRu1xysce65wscmHeAy0cvq12G6mwzIE6fhmnT1K5CiBIlk8wFLtCYxlzhCpcL/ZNNdonPX8QiYogBlFFMhzjEJS5xhCPMZjZNaMI93FPkOfHEc5aztKMdADWowX72c4ITHOQg5zhHCCHGf7NmRJ+vJ3pstNplqM42LzH93/9J60FYhJv9A/OZf8e+7nTnfu4v9vlJJOGOO6B881/FqoJO6GY0oz3tixyfRx7LWEYPeuCIIwAhhNCa1ixgAc4405e+RWZxW6t9s/YR+VEk3qHeapeiGqu4J3WZJCRAvXqQm6t2JcKMyD2phSERz0XQ+9feapehGtu7xPTddxIOQohS2TNjD2lnbHd2tW0FREaG9D0IIUpNl6Pjv3G2e1Mh2wqI33+HNNv9NiCEKLudv+0k/bxt3p/etgLihx/UrkAIYWF013XsmLxD7TJUYTsBsWYNHDqkdhVCCAu0O2o3+nzbGs8DthQQ33+vdgVCCAt19cxVTqw6oXYZlc42AiI+HpYuVbsKIYQF2zV1l9olVDrbCIiffoL8fLWrKLN5QBPADagBfArc3siNB7oAfxRznnzgc6DmjXM1BRYW2p8BPAFUBeoBt6+IHwlML88bEMKKHPn7CJnJmWqXUamsPyByciAqSu0qyuUw8C6wDXgPJSAm39h3HBiO8mG/toTzLAVWAb8AW4BOQP8b5wWYACQDG4A3gSe5FUQzAB0wtGJvRQiLp8vRsWfmHrXLqFTWHxDLlkFKitpVlMtHwECUVsQIoBuw+sa+NUASsKkU52kOrAMeQgmUb4A6wJIb+2OBV4FmwMgb25KBKygB9TNY8Y0mhSg9W7vMZP0B8UdxF18siw7wvfH3ESgf8E1L8bxA7lx0y+XG+QBCgOVAHhCN8kvhB4xBCajwihQthBVJOpDE2ZizapdRaaw7INLS4N9/1a6iwjKAqUAM8PKNbRX5Rh8D7EO51ARKEKwEnIBewK/ADmAZ8HEFXkcIa2RLrQjrDoi//rL4O8a5AB7AG8BPUOEbPcYAD6P0QTx0Y1st4AhwGuXSUi+US01fA/8AjYD6wMwKvrYQ1mD/3P3kZNjGatDWHRBWcHlpN0pn8liUfoJ3K3Cun1FGJPUBZt22T4NyqckRJYj8UC5ffYzSf7ECeAs4V4HXF8Ia5KTncHD+QbXLqBTWez+IM2dg40a1q6iwsBt/3o8yRPU54APAtYznGYUyimkaMLiY4xJRhsRuRukQ7w0FN6RsD2yHctwNWQjrsmvaLpoObap2GSZnvS2IOXPAym514YAy/FRX0oG3+Rf4EWU4bHHhAMow15Eo8yGygcILo2fCjVvICGHbTm8+zbWL19Quw+SsNyBmz1a7ggq5CjyFMn9hP8olobeBQVCquxI/jRIKALOBloAPyvyJm4+Ttz1nHUofxZgbP7cD5qIMqV2AMhy2VbnejRBWRg/Hlx9XuwqTs85LTAkJsMeyJ7S4oHx7fwpIQ5kF/QrKN/zSOAQE3Ph7Isrw1Xq3HeOL0ikNkAO8BPxw47VBCZXXUUKpCsqkOV+EEADHlh6z+stM1hkQy5apXUGFOQFzSnmsoQtpsYX+vq6Ur2dordsx3GpRCCFuObH6BPl5+dg5WO+FGOt8Z7IwnxDCxK6nXef05tNql2FS1hcQ2dmwfr3aVQghbMCxZcfULsGkrC8gNmyATNtacVEIoY5jSyUgLItcXhJCVJKkg0mkJqSqXYbJWF9ALF+udgVCCBtiza0I6wqII0fghO3dFlAIoR5r7oewroBYefu90IQQwrROrjtJXnae2mWYhHUFxH//qV2BEMLG5GXlcXL97esSWAfrCoitW9WuQAhhg06uk4Awb2fPKiu4CiFEJTsXY50L4VtPQEjrQQihkgtxF8jPy1e7DKOznoDYskXtCoQQNio3M5dL+y+pXYbRWU9ASAtCCKGic7HWd5nJOgIiOxt22c6NxIUQ5udszFm1SzA661juOy4OcmzjJuJCCPNh52CH/70eBGp11O22B+WO79bDOgJixw61KxBCWDk7RzsC7vUkUJtLoDaRIO0+qjXZgoNLxo0jHIHRKHdXsQ7WERAHD6pdgRDCitg52lEt/GYYXCAwYi/VmmzFwbm4laJzgYNA08opshJIQAghbJq9kz0B4R4EanMJ0p4nULuXauFbsHfKLsfZ9iIBYW4OGbpZphBCFGXvbE+1cA8CtTkEas8TpN1LQOOt5QwDQ/YY6TzmwfIDIikJLl9WuwohhJlxcHGgWhP3G2FwjiDtHvzv3Ya943UTvupeE5678ll+QEjrQQib5+B6MwyuE6Q9R6B2NwH3bsPOIbeSK5EWhHmR/gchbIqDqwPVm94Mg7MEanfh3zBWhTAwJAm4BASoXYhRWH5ASAtCCKvl6OZI9aZuBGqzCdSeJUi7C7+GsdjZm/P9F84iAWEuJCCEsAqO7o4ENnMjUJtFYMQZArW78QvbbuZhYMgFtQswGssPiOPH1a5ACFFGTh6OVL8RBkHa0wRqd+LXYAcaO2tYEVUCwjzo9XDO+hbIEsKaOHk6EdjMVWkZaE8TpI3Dt36clYSBIefVLsBoLDsgLl2SNZiEMCPOVZwIjHAlUJtJoDaBIG0cPvV2otHo1S6tEkkLwjyctb7VE4WwFM5Vb4VBkPYUgdo4fOrusrEwMEQCwjzI5SUhKoWLtzOBES4EajMIjDhFkHYH3nX2SBgYJAFhHhIT1a5ACKvj6uNCYIQzgdprBGpPEaTdjndt65ohbFoSEObhkvXd4k+IyuTq60KQ1plAbTqBEScJ1O7AO3Sf2mVZuERAD2jULqTCLDsgLl5UuwIhLIabnwuBN8IgSBtPoDYWr5qyEoHx5QLJgL/ahVSYZQeEtCCEMMjN35UgrROB2qsEauMJ0sZStYZMKq08F5CAUJus4ioE7tVuhkHajTDYRpWQo2qXZeMuAE3ULqLCLDsgMou7u5MQ1sejuhuBWkcCtWkEaU8QqN1GleBjapcl7mAdHdUSEEKYKc+gG2EQkUqg9gRB2m14BsnSMpbBOmZTW3ZAZGWpXYEQRuEZ7EaQ1pFA7RUCtccJ0m7Fo/pJtcsS5XZN7QKMwrIDQloQwgJVucedwAh7ArWpBGmPEajdike1U2qXJcQdLDsgpAUhzFzVGu4Eau0J1F4hSHuUwIhtuAckqF2WEKUiASGEkVSt6U6Q1p5AbQqB2qMEabfg5ifrhQnLJQEhRDl4hXoQpLUjUHuZQO0RAiO24uYra4MJ62K5AZGdrdwPQggT867tQeCNMAjSHiYwYguuPtYxjFGI4lhuQMh9IISxacCnjieBERRqGfyHq7csCilsk+UGhKOj2hUIK7Gm2Vssa3kfzy/7nbDQVWqXI4TZsFO7gHJzdla7AmHB0qrcw3cdFhAWmk3XXePZ6Xuehr+v4putrcjX+6pdnhBmwXIDws4O7O3VrkJYmF0NBvJcu0ME5SXw2qZHOXJS+aKR4xsHwJurtnHvT3D2ais1yxTCLFhuQAA4OaldgbAA1508mdnmZ1rfe5WII3P4bXMYmZlF1+o/T1zB3w9fvsw9E7cxcVtraU0Im2bZASGXmUQxToa0553IrYR4pvLUlpFsO+Bp8Lgq/mmcTj9xx/Y3Vm4l/GeNtCaEzbLsgJAWhLhNvsaepc0/omfzi9Q9v5HxG1uRfLn4X/Pa7Xaix/CQ6YNJydwzcRvfbWtNvt7HFCULYbYsOyCkBSFuSPapz7jIpdQNyaLXjo9ZtiOA/PzS3fKxalhcice8tnIr4T/bce7q/RUtVQiLYdkBIS0Im7f13uE82eYEIRmHGb2xByfPlH34c45fyQEBSmsiZGIMP8RIa0KUxHJnEBRm2QHh5qZ2BUIFma6+TGk3g4iwDNocmMIfW2pz/Xr5bxB/gdIFxE2vrthKk5/tOJ8urQlxN9XULsAoLDsg/PzUrkBUoiOhD/G/DjsJdrrE85ufYtfhin9B8PS7SkJ62W/CcyApmeBvYvgptg35eu8K1yGsTZDaBRiFZQdEQIDaFQgTy7N3ZsH94+nc7DJhJ5fz/aZmpKYZ79e2uA7q0nh5+RaaTnbgQnpLo9UkrEGg2gUYhQSEMEsXAu7jk8h11PLPoF/MW6zbZZpr/qXpoC7JvktJBH0Ty6Tt1tma2LMHIiJg8+Zb2xIS4LHHoEoV8PWFRx9Vtt1NjRqg0RR9JCcr+zIy4IknoGpVqFcPVq4s+tzISJg+3fjvy7QkINQnAWF11t/3Gv1bnaZGyi4+3vgA5xJNO1s+z3+n0c710jLrak3s3AkDBkDr1rBrV9F977wDtWvDhg3w119w6hT07g35+YbPlZICs2bBsWO3Hj43Mn/CBCUsNmyAN9+EJ5+8tVDzjBmg08HQoaZ5j6ZjHQFh2V3tEhBW4apnMDOaTmTy+d4c3ONSqa9d1g7qkiitiSQm9WzDCO1B7DSpRj1/ZVq4UBlJ/u+/0Llz0X1ffQX33HPr5x9/hLZtlQ/+Bg2KHpuTo7QSwsOhbt07Xyc2Fl59FZo1Ux4ffqgEhoMDvPsurFihtDgshy9gHSMspQUhVLO33mOMaH+AYP0ZXo3uz8ETlRsOHj7pnEo/apJzv7h0CxG/OJF4zXJbE599BjNnKi2F2xUOBwCXG//pdLo7j01JUf6825iSkBBYvhzy8iA6Wllmzc8PxoyBgQOVYLEs1tF6AGlBiEqW4+jOX82/ZNK1J/lvX1U4pl4ttdvtYm8FOqhLsufiJQK/vsTPPdvyvPaAxbUmyvKtfcoU5YO+fv07912+rPwZGqr0V2i18Pnn0KSJsn3MGHjwQWVak6enEko7dsCyZXDgQMXfR+WznoCQFoSoFKeDWvFu5GbuqXqVIVtfVsJBZd4NjXt56W5eWPofzX915uK1FpXyepVJr4dPPoFff4VJk5TLQrerUQO2bYPt22HyZCUwIiPh7I3bddeqBUeOwOnTyqWlXr1g5Ej4+mv45x9o1EgJnpkzK/WtVYD1BIRltyACrec/hDXSo2FlxBgm2b/C0rhq5J83rwvJuf5xcK1yXmtX4kWqf32RX3u15dmI/dhp0irnhU0oNRWefhrWr4fFi5VOakM8PeH+G3MKw8OhY0clNObMgbfeUrZrNEoLBOCHH5RLTE2bQs+esGkTZGZCmzbQqRMEB5v2fVWc9XwuWXZAuLsrIXFB7g9sTlK8ajOtybdMPvUQJ3aa753/EjWV04Io7Pl//2NyXDWWD6lHgPuOSn99Y0lKUj7o3dyUEU516pT+uZ6eSme1oWGxiYnK5afNm2H1aiV0qldX9rVvr7RCzD8grGOSHFj6JSYwfNFTqCK24dMMbXuM4OzjvLWpNydOm284uHtf49Q103RQl2TnhYtUm7CD33a2JV+v/qW28njhBWXeQnR02cIBlJbH0aOGRzS9+aZyealePcjOhtzcW/syMy3lTsPW04KQgBAVkuXizbS2U2nR8Br3H4pixn91yc42r0tJhtRpt4t8/V0G7VeS5/75j5ZTXLmU0VzVOsoqMxOWLFHmSJw9C8eP33rc7JB++mll6CvA0qXwzTfKvIq1a5VWgaenckxh69ZBTIzSaQ3Qrh3MnQtr1sCCBcpw2FYWcWsOCQjzIQGhimM1u/BGhx0EuyTz7H/PsOOQu9ollYlXo8q/vGRI3IVEqk3YwbRd7dDrq6hdTqkkJytDUl9/XfmmX/jxxRfKMYcO3bqE5OWljHJq21YJhZo1lQ9770KTznNy4KWXlP6Hm0NmW7ZUXmPQIHj7bWXSnK9F3ODPegJCo9frTTfOrzL8/Tf06aN2FTZBZ+fIP80/YVLec6zZ5Yteb/4thbtpO+FJ/rv2h9plFNE8qDrLBofgb8F9E8IZZeSDZXfv3iQtCFGii3738nnkakKrZ/JI7BhW7/Sz6HAAuGBnHi2IwnacTyRgwg6mW1BrQtyuEdYSDmANLYjcXHB1NTyFU1RIdPiLTPJ4m4VxNcjJsexAKMzNK4Ps16uo3gdRnOZB1Vk+OBg/d/MLMlGcp4EotYswGstvQTg6KjNthFFcc6/Gz+1n06ReJh32/cTcrTWtKhwA6rTZbdbhAEprwn9CHFG7pTVhWe4r17Py8vL4+uuvycjIKNPzsrOzcSg0O/Gbb77h448/vuO4+fPnM2LEiDLXZfkBAcpUS1EhB+o8zEvt9xJkd4EXowex75ir2iWZjPe9lvOtfNiSzbT6zZ3kTK3apYhSaVKuZ2VlZREdHU1ERAR79uxh+PDhaDSaYh+nTp264zxXr14lNTUVgI8//phRo0YBkJGRweWbQ8zKwDoCorllDRM0F7kOrsxrNZHI+67Q+MQSJkWHk55uXa0FQ3TVLCcgAGLPX8D/qzh+39Mevd5T7XJEscrXgvD09GTx4sUMHjyY5557Dr1ez2effUZWVlbBIz09veDvzs7ORq7bMOsIiJaWu2KmGs5Wb84HkZuo4ZPOwG2vsWmPl9olVaqLZthBXRpPL46mzTRPLmdGqF2KMCgIqNhtkD/66COio6P53//+x6BBg4iJiaF37944OzvzzTff8PLLL+Po6MiqVauofnOKuQlJQNgIPRpWN3ubR1qeo1ZSLJ9vbE/iJdPejMccuVbJ5GT6YbXLKLdtZ8/j99VOaU2YpfIH93fffcfkyZMBcHZ2pkmTJuzbt4/+/fvzzjvvoNFo+N///sfx48d57LHHaNmyJQ899BCurq7odDo0Gg0DBw401hspYB0B4eNjeN6+ILVKDSZ2WERYrWwe3DWOxbFB6HTWfxnpbuq03Y1Ob/kj3qQ1YY7KP837gQce4KeffqJv376kpaXx448/8vLLL7N06VK6dOlCVFQUubm5rFy5EkdHR7p27cqqVavIysrC3t4evV7P3Llz0ev12NkZ72PdOgICpBVxm51hg3m23WGC807xxqa+HD1lHXe4qiifxpZ5ecmQm62JWXulNWEe7i/3M5s0aUJsbCy1atUiKSmJNm3aEBsbS4sWyhLx77//PmfPnsXZ2Zl58+bx4Ycf4uR05//TeXl5RUY1VZT1zOho2RJmz1a7ClVlO1dlXvPxTLoymNiDHmqXY5Z0AXFQtpGEZu+JRdFM2h7MP4Pq4uO2q+QnCBOwAyr2JdXV1ZVvv/0WABcXF/Ly8gr26XQ6mt82GGfatGkMGDCgyLaMjAyqVjXeApDSgrAC8fdE8nbkNkLcUxj63/MSDsW4aG89LYjCtpw9h99Xu5i9tz16vfz3r3xhQMXmq1y+fJlGjRpx+fJlsrOzycvLIy8vj5deegkHBwfatGlDZmZmwfannnqq4LkxMTFMnTqV5ORkvLy8KvZWCrGegGjWzFLWAjaKfI09/zb/mB7NL1Lv3Hq+2ng/l1Os5z+nKSgd1IfULsNk9MCQRdG0n16VlKxmapdjY8p/eemmZcuWkZaWhm+hFQm//fZbXFxcqFatGl27dmXYsGHobqwaMXnyZAYMGIBOp2PEiBEkJydz9OhRatSoUeFabrKeTxQXF5uYD5HkG8aXkcuoE5xF7x0fsXxHAPn5ttvpXBZ12uyxig7qkvx35hx+43cxZ5+0JipPxdch//fff+nevTsAer2ejz76iCVLljB27FgAevfuja+vL/369SM9PZ1jx47Rs2dPzp07x+7duxkyZAhxcXFotcabVGk9AQHQtavaFZjMlsbP8USbeO65dpAxG7tz6qzttJaMxZo6qEuiBwYvjCYyyosrWU3VLscGRFbo2Xl5eaxcuZIePXpw9uxZunfvzsaNG1m4cCH29reGo3/99ddUrVqVZs2a0adPH0aMGEFQkHIHu3feeYfmzZtTy4hLD1lXQHTrpnYFRpXh5s+v7X6nWYMM2u7/lVlbQrl+XVoL5WVpM6iNIfr0WXzH72bu/g7o9ZZ1zw7LUR9oUKEzREdHk5WVxYMPPsiWLVvw9/dn1apVeBe+aQbg6OhIVFQUw4YNw9Pz1si1r7/+mjlz5vDll18WbHv00UcZPHhwheqynlFMoNwZ3ctLuaehBTsc2p1J94zl9933kbZZAsFYkux3ql2CKvTAoAWbmLQ9hCUD6+HtulvtkqxM7wqfQa/X8+yzz+Lh4cGAAQPuGJ10u/fee6/Iz6dPn2bMmDE88MADBduaNCnfulCFWf5y37fr10+5P6GFybN3ZnHzz5l0/VnW7/Yu+QmiTJzds9G940lefl7JB1sxDTC3Xwf6N4pDo7Gy8b6q2Qh0ULWCrKwsXFxc0GiM+4XSui4xATz4oNoVlMn5as34OHI9Nf0z6B8zSsLBROq23WPz4QBKa+LxvzbxwAwfUrPLt7CcKMwHaKt2Ebi6uho9HMAaA8JC+iHWNX2DfvefoeblOD7Z2JHziba3LlJl8g23vf6H4mxMOIPPuD38dbADer2b2uVYsB6A9f6/a30BUbMmNKhYh5GpXPUM5of2f9Kodjadd3/NgpgQ8vKkj6Ey5FeXgLidHug/fxOdf/eT1kS5Pax2ASZlfQEBZteK2FO/PyPaHyAo/wyvRvfnUHzlrOUubrlkpTOojWH9qdP4jNvDAmlNlJETYF6fNcZmfZ3UAOvWQefOqpaQ4+jO/ObjmHTtSbbsk1tGqkk6qEuvU2gNFg7woqrLXrVLsQBdgVVqF2FS1hkQ+fkQHAyJiZX+0gnBbZhc9yumHmhFUrJ1NtAsTaOusRxsW/GlEGyFvUbDn/3b80jYDjSaTLXLMWM/AC+rXYRJWecnmJ0d9O9faS+nR8Ny7fv0bnGB2hc28+XGNhIOZkQ6qMtGp9fz2J+b6DLTj7Tsio+lt14Vn/9g7qz3U8wEd1e63WXvunzV4R/q1bhOj7jP+Hd7dVkXyQzppYO6XNadPI3v+H0sOtQBvd5V7XLMTBOgptpFmJz1BkTr1sqIJhOIaTSMp9seIyTrKG9v6sWJ07IukjlLcpSAKC+dXs+jf27iwZkBXM0OV7scM2L9rQew5oDQaKCE6eplkeXizdR202je8BqtDk7j9//qkp0trQVz5+R2nfj0A2qXYfHWnEzAZ/x+Fh+OlNYEYO3DW2+yzk7qm3buhAoufXusZhcm1RzHjL1NuZJqvXlqrRp23s6h9rZ7MylTeLBOLeb396SK8z61S1FJPeAIysIl1s26P/EiIqB+/TI/TWfnyOKWY3kwIpkGp1fx7aYICQcL5dfENhfoM6VVJ07hM24//xyJRK93UbscFbyALYQDWHtAAAwaVOpDL/rdy+eRqwmtnskjsWNYvdMXvd42fhGsVqD0P5iCTq/n4bkb6TErkPTrjdUupxK5AcPULqLSWPclJoDTpyE0VJkbcRebmrzMJPdRLNxRg9xcCQRrEjZRy+E0aUWYkr1Gw+LHO9CzfgwaTbba5ZjYM8BUtYuoNNYfEAC9esHSpUU2pXsEMrPZN/x8oS/7j9tiM9n6ObrkoHnPkxxdjtql2ISH6oTyZ393PJ33q12KCcUBEWoXUWms/xITwIgRBX/dX7cvL7bfR7DmHC9FD5RwsGJ12uyTcKhEK06cxGf8AZYetda+iZbYUjiArQREjx4s7f4jHZqkEn58ET9HNyY9XS4lWTv/JtL/UNny8vX0mrORnrMDuXb9XrXLMbIX1S6g0tlGQNjbs6fdS0Tvrap2JaIyBUlAqGX58ZP4jD/EsqOR6PXWsHqxL/C42kVUOtsICOC558DZGn5PRaklywxqVeXm59NzzkZ6zwnmWo6ltyaGAdZ42ax4NhMQ/v6VsjyTMBOOLjmcuGarE7nMy9Jj8fiMO8TyY5bamtCgzH2wPTYTEACvvKJ2BaKy1Gm9XzqozUhufj49Zm+kz9wQruU0UrucMuoG1Fa7CFXYVEBotdCpk9pViMogHdTm6Z+jJ/AZd5iVxyPR653ULqeUbK9z+iabCgiADz5QuwJRKaSD2mzl5ufz0KyN9J17Dxk5DdUupwQ1gZ5qF6EamwuIjh2hXTu1q1DDHpQx3JsLbVuHcn218KNXCeeZC9yH0mFXHVh/Y3sG8ARQFWUxs5W3PS8SmF7+8sso2UkCwtz9ffQE3uOOmHlr4hVs8GOygE2+c9tqRewEBgCtgV237UsBgoFjhR5TijnXb8Bw4DlgB/A7UO3GvglAMrABeBN4Erg5SX8GoAOGVuSNlJqDcy7x0kFtEcy7NRGMLV9eAhsNiAcfhJY2swL0QsAZ+NfAvhSUD/i6hR6BdzlPCvAG8BPKfXgbAw8CNzscY4FXgWbAyBvbkoErwLvAz1TWCpi1Wx3guu56pbyWMI6/j57Ad/xRVp8wp9bEx4Bt3/vCJgMCbKkV8RkwE8OjMFIAv1Ke5y/AAxhyl/0hwHIgD4hG+dXyA8YAA4HKuxtZwH1yeckSXdfpePCPjfT7syaZuWEqV9MAW1q19W5sNiB69YJmzdSuojIU9639MrAGcAcaAqOBa3c5dhvKh/zXKGFQC+XDP/fG/jEo/Q5OKP0Yv6JchlqG8k2s8miCJSAs2cLDx/AZd4w18Wq2Jv4PsFfptc2HzQYEwPvvq12B2kYC24FNwEsoH+pD73LsBWA3yp20FgIfAT+g/I8ESmAcAU6jXFrqdeP8XwP/oFyKqo/SmjGtFOmgtnjXdTq6zlSrNdESeKySX9M82cZy33eh10OLFhBnE58np4BQlMs/dxvGNRN4CrgE+N+2rytwEjjKre8VbwELgHgD5/oBpd/jR5RhgpuATKANypLJweV7GyWwd8zD8SNPsvOs/b4EtsPZ3p6lg9vRKXQLGk1uyU+osHXAA5XwOubPplsQGg1MnKh2Febk5lLGCQb2BaD0YxT+lakPXDRwbCLwOUo4rAZ6owyJrQ20R2m1mEadVgckHKzMdZ2OLjM30n9+rUpoTXRDwuEWmw4IgPbt4TFpTd4Qi/IrEWpgXxuUS0yFP3wPoITE7d5EubxU78bxhb/1ZQKORqjVsICmNtEctEkLDil9E+tORqLXm+J3SAN8YYLzWi6bDwiA8eNtdaXX94DFwF6U+Q9vAiNQljYGeBqlFQDKJDj7G9t2oNx28ReUy0yFrQNiUDqtQbmcNRelM3wBSgi1Mvo7uclOOqit2nWdjs6/b+Txv0LJzG1g5LM/jjJMW9wkAQHUrg2vvqp2FWrQoATC/cC3wAcofQc3HeLW5aaqwCrgPNAW+BQYBwwudHwOSmf3D9xaGrkl8DowCHgbZdKcL6Zy2VkCwhbMP3gUv/EnWG+01oQjymVRUZhNd1IXdvUq1KsHly6pXYkoL+mgtk0D7q1PVB9wdTxagbO8iDIJVBQmLYgbqlSBTz9VuwpREbXvPyjhYIP+PHAU3/HxbDwViV7vUI4zuAMfGrssqyAtiEJ0OmjaFPbvV7sSUR7tXp7OZr9n1C0iEaVbpzvKQqCgLEO1FmW9xOs3tnfn7pPYj944PhnwQunGuXlpPAdlWslRlM+1HigrpNw0HWiKzV5KH3hvA6b10ZexNfE5Sn+cuJ20IAqxt4eff1aGvwrLo+oM6vPAnyjrGSbetm8TSjj0Bp5B6fqZBeQbOM9llD79+ihrIjYH/kaZggKwBWUg2FCU9RcXcmtNxN03ztm0wu/GYs09cATf8fFsSihta6IJSt+YMEQC4jbt2sELtnl3QYt3xWWnei9+CHCgaJ/9TedRPofCgCCgC8oahlkGjk1EWVuxM8rUkdYo6ymev7H/HMqYgkCgxY1tmTfOtRZlAruNf8HJyssjMmojTyysS1ZuvWKOtEcZjWe6YdeWTgLCgC+/hBo11K5ClIWdg44TGbvVK6AT8CjgbWDfvSiXhFJQpoTsQFmZxN3AsbVQ/q/ci9IaOA6kcmu6SZUb23QoA8w0gBvKKOLG3Fp9XTB7/2H8vzpF9F1bE6+hNNHE3UgfxF2sXAkPPaR2FaK06rbZz/EHK2/F2Lu6AnyHshBozULb/wJu9m25o4wurnKXcxwDZnPr0tHD3JrkfgVlRZQUlJbGI4AnMA9lhLFNzucp2ZDwMH57OA8Xh+M3ttQG9qGkq7gbaUHcRbdu8NRTalchSqtaMzOe/7ABZSms/ih9EIEoAWBoWaFLwHyUjunnUC5HLePWdBRvlJucvY5y6bw+ypJX3VDWSvwR+B6lz0MUmLXvMH7jE9h8+mZr4lckHEomAVGMiROhmjTZLYJ9iJkGRBbKXV67o1xqqoESFKkol5FutxGl5dEZZT3DdiirrK8pdIwGZd6iPcqyVm4o/RUbUCa6P4Eyp/Gqkd+LhcvIzaX99I38EPs/lH/BoiQSEMXw8YGfZO6MRbjiYqYBcRnlHkrVC21zBnwwvM7hxduOBaXFYejYdJQRUj2AEyj3uPG8ce6aKB3aoohQr1CGNf1I7TIshgRECR57DPr3V7sKURw7Bx0nMnerXYZhnjf+TCq0LQelL8FQH4TnbceCctnJ0LGrUPpYfVFCSFdoXy5yv5vb2GnsiOobhaezZ8kHC0AColR++QVq1iz5OKGO0BaHyczNVLsMw6qiDG9dgTKS6RzK3IV8lKGvAItQ1jcEZQjrYZTbdlxAuZHfTpQlrQqLB85y69YeNVA6wU8AB2+8TojR341Fe+3+1+hQs4PaZViU8sxLtzne3jB3rrI0eF6e2tWI21VvFscJtYsoziMofQiLUVoPISh9BTdbBUncGvIahjJcNhqlT6EK8CBFAyIPpeO6B7eG8IegzJlYgHIJqy/SB1tII/9GjO08Vu0yLI4Mcy2D8ePhnXfUrkLcrsMX/2PT9e/VLkOYKQ8nD2KGx9DIv5HapVgcucRUBm+9Bd27q12FuJ3ZdlALszD14akSDuUkAVEGGg38/jsEm+Z2yqIcNHb5xJtrB7VQ3eutXmfAvQPULsNiSUCUkZ8fzJqlLOwn1Bfa4jAZuRlqlyHMUIeaHRjfdbzaZVg0CYhyiIyED2X5eLNQvZmKC/QJsxXoEci8fvNwsJNxOBUhAVFOH3wAjzyidhXCoYb0P4iiHO0cmd9/PtU9bp9xKMpKAqKcNBqYOROa2eiNWcxFqqsEhCjqq65f0bZGW7XLsAoSEBXg7g7//AOBgWpXYpuUDupdapchzMigxoP4X6v/qV2G1ZCAqKDgYPj7b3B1VbsS21NLe5RrudfULkOYiabVmzKl9xS1y7AqEhBG0Ly5MvxVblVauQK1cnlJKGp712bFkBW4Oxm6C5MoLwkII+nXDz79VO0qbIujdFALIMA9gFVPrKKah6zNb2wSEEb0/vvwxBNqV2E7pINaeDp5snzIcur41FG7FKskAWFk06ZBz55qV2EDNHris6SD2pY52Tux6PFFRARGlHywKBcJCCNzdIS//oJOndSuxLqFao+SnpOudhlCJXYaO/545A8615Y7w5mSBIQJuLjAkiXQurXalVgv6aC2bd899B3975U7eZmaBISJeHjAsmUykc5UpIPadr3f/n1ebvmy2mXYBAkIE/LyglWroGFDtSuxPqluEhC26IXmL/BZp8/ULsNmSECYmJ8frFkDtWurXYkV0eg5KR3UNueNVm8wqecktcuwKRIQlSAoCNaulZAwlprNjnM156raZYhK9GGHD/m629dql2FzJCAqSa1asHkzhIerXYnlC5IOapvyVdev+OSBT9QuwyZJQFSiwEDYuFFGN1WUUy0JCFugQcOkHpMY1WaU2qXYLAmISubtDatXw4MPql2J5UqTDmqrZ6+xJ6pvFC+0eEHtUmyaBIQKbi4T3l+GcZedRk98ltxFzpo52Tsxr988nrrvKbVLsXkSECpxcoK5c2H4cLUrsSw17jvB1Zw0tcsQJuLq4MrixxfzWKPH1C5FIAGhKjs7mDIFxoxRuxLLEdxcLi9ZqyDPIDYM3UD3et3VLkXcIAFhBsaOhenTlVaFKJ50UFunFkEt2P7cdloGt1S7FFGIBISZGDpUmVDn56d2JebtqrsEhLUZEj6ETcM2EeQZpHYp4jYSEGakfXuIjYXGjdWuxHzFZ0sHtbWw09gxrss4/nj0D1wcXNQuRxggAWFmQkNh61Z4TPro7lDjvhOkXU9VuwxhBFWcq/D3wL95u+3bapciiiEBYYY8PGD+fPj8c6UjWyiCpIPaKtT1qcu2Z7fRs77cWcvcycePmdJo4L334N9/wd9f7WrMg3Mtubxk6brU7kLs8Fga+ssSx5ZAAsLMde8Oe/dC165qV6K+dA9pQVgqRztHvuj8BSufWIm3q7fa5YhSkoAwYPHixfgVM5woKyuLP/74o8i2N954g379+pmknurVYeVKGD9euaWprTp5XVoQlijML4xtw7cxut1o7DTykWNJ5L9WOVy4cIE33niDyZMnA5CYmMjkyZMZMGCAyV5To4G33lI6sOvVM9nLmK2Q8JNcyU5RuwxRRi82f5Gdz+8kIjBC7VJEOUhAlEPt2rVZsWIFY8aMYdWqVYwePZq8vDyeeeYZPDw8DD4WL15slNfWamHnTmXehC0JaSGXlyxJNfdqLB28lJ96/oSro6va5YhyclC7AEsVERHB6tWr2bx5M3PnzmXr1q1otdpKeW0PD2Xmdbdu8NJLkGIDX6ydQ+NAp3YVojR61+/N1Ien4u8uoyssnbQg7kKv15OcnHzHIzMzkxkzZhAXF0fz5s2ZN28en376KS1btsTPz++Oh6OjIxs2bDBJjQMHwqFDMGiQSU5vVqSD2vy5Oboxuedk/h70t4SDlZCAuIuUlBT8/f3veIwfPx5fX1969+7NJ598wrp162jWrBmtW7cmOTmZUaNGMWbMGJKSkkhOTqZJkyY4OzubrM6AAJg9G5YvV+5aZ61OXpeAMGc96vVg78i9jGg+Qu1ShBFJQNyFr68ver3+jsfHH39Mr169iImJISQkBFdXVw4fPkyDBg0AeO211zh+/DhxccoH2vXr13GqhFX4HnoIDhyAN98Ee3uTv1ylCm58SjqozVQtr1osfnwxSwcvpY5PHbXLEUam0ev1erWLMDeLFy9m+PDhJCcnl3hsgwYNSEhIAMDF5c71ZNLT03Fzc+PJJ59k0qRJRq/VkJ074fnnIc5KvnS3GraAbTVNM4RYlI+zvTNvt32bMe3GSCe0FZMWRDnFxMQwaNAgjhw5QpcuXZg+fTqpqal89tlnxMfHk5qaSmpqKoGBgezbt6/SwgEgIgJiYmDiROUWp5bOOdRKks5K9KjXg/0v7ufTBz6VcLByEhDltHXrVs6dOwfAqVOnCAkJAeDcuXN06tSJy5cvA5CTk4OjCrPb7O3htdfg+HF4/XXLvtfENU8JCHNQ+HJSXZ+6apcjKoEERDnFxsbStm1bABISEgoC4ssvv2TAgAEF/Q5ZWVkm7aQuiY8PfPMNHD6sjHrSaFQrpdxOyQxqVbk5uvFBhw84+OJB+oT1UbscUYlsfh5EWloaWVlZRbalpqai1+tJTEw0+Bx3d3eio6MZMmQIAM7OzrRo0aLIMd988w0A165dIywsjM2bNxMWFmaCd1A6oaEwZ47SmnjrLdi0SbVSyiSo4WnOZ5fcFySMz9XBlRdbvMjbbd8mwD1A7XKECmy+k3ro0KHMmDGjTM/p1KkT69evJzk5GR8fnyL7srOzycjIwMPDg4ULF/Luu+9y8uRJY5ZsFH//De+8o7QszNn9Ty8iJvRRtcuwKa4OroxsPpJ32r5DNY9qapcjVGTzLYioqCiioqLK9Jx58+aRlJR0RziAcrmpUaNG5OfnU716db777jsjVWpcDz8MvXrBggXwxRewa5faFRnmUjsObPorTOVxcXBhhHYE77R9h0DPQLXLEWbA5lsQ5ZWdnW1wWOtN+fn52FnQ3X5WrlSCYuNGtSspqvnE7uxIW6F2GVbN2d6Z57XPM7rdaLkvtChCAkIUsXWrEhT//gvm8JvhNy6A5KwktcuwSu6O7gxrOozR7UYTXCVY7XKEGZKAEAbt3w/jxsGff0JOjjo1BIad4cLAGuq8uBWr7V2bl1q8xDPNnsHLxUvtcoQZk4AQxUpKgqgomDIFjh2r3Ndu+fRiYkMfqdwXtVIaNHSp3YVXWr5Cz/o95cY9olQkIESp6PWwfj38+issWlQ5rYrITz5go/5z07+QFQtwD2BY02E8F/GcrJUkyszmRzGJ0tFooFMn5VFZrYqMKnGQZrrzWys7jR2dQjvxfMTz9A3ri6O9Dd+nVlSItCBEuen1Sqf2/Pnw119w9qxxz+83rhrJWZeMe1IrZa+xJ7JWJP0b9eeRsEdk/oIwCgkIYRR6vbJA4Pz5ytyKGwvcllv1+mdJHHyPcYqzUg52DjxQ6wH6NerHI2GPyE16hNFJQAiTiI29FRblmUje8qklxNbua/S6LJ2jnSOda3emX8N+9A3ri6+br9olCSsmASFM7uhRWLNGeaxfD6mpJT8n8uMP2chnJq/NEjTwbUDHWh3pWKsj3ep0w9vVCtZwFxZBAkJUqvx85UZGa9bA2rXw33+QnX3ncc0n9mRH2rLKL9AMFA6EjrU6Ut2jutolCRslASFUlZ0NW7Yo/RexsbB9O5w7BwHjA7mUaXg1XWtip7GjgW8DOtTsYJaBkJ6ejqen5133R0dH884777Bly5a7HjN06FAaN27MqFGjTFGiMCEZ5ipU5eJya/jsTefP69l5bQq7E3cXPOKvxKO38FX7gj2DaRzQmPCAcBoHNKZxQGMa+Tcy27uy/ffffzz22GPs2bOHatUMj4rS6XRkZmYW2ebl5cXu3bupVatWJVQpTEkCQpidoCANQfSiV/1eBdvSr6dzMOkgJ1NPkpCaQEJaAqdST5GQlkBCagIZuRkqVnxLFecqBHoEEuQZRJhfWJFAMPe+g6SkJHQ6XcHPderUoU6dOkybNo1hw4YVOdbDwwMPD4/KLlFUMgkIYRE8nT25P+R+7g+53+D+5MxkElJvhcaF9Auk56RzLefarT+v3/r55t91el2R8zjZOxU8nO2dlT8dnAu2+bj6EOQZRKBHoPLwDCwIhEDPQNwc3SrjX4dJtGjRggQD45O3bNnCu+++W2TbRx99xMcff1xJlQm1SEAIq+Dn5oefmx/aIG2ZnpeVm4VOrysIAFs3f/58+vXrV6pj58yZU3BPlPj4eJycnApuvZuRkcGePXu47777TFarMD1ZsUvYNFdHVzycPCQcyujEiROMHDkSBwflO+bPP//MuHHjCvZv27aN/v37I2NgLJsEhBCizFavXk27du3Izs7G1dWVJ598kpkzZxbc371Tp07odDrWrVuncqWiIiQghBAA5ObmFrQISrJ69WoeeughUlNT8fLyokmTJtSsWZMlS5YAoNFoeOaZZ/jll19MWbIwMQkIIQQAV65cwcvLq1THhoeH06dPHy5cuICfnx8Aixcvpn///gXHjBw5km+//dYElYrKIp3UQggSExPJysqievXSTdK7OYJp+/bttG7dGoDQ0NAix/j6yjpRlk5aEEIIoqOj8fLyokGDBqV+jk6nIzo6mrZt25qwMqEmCQghBL/99hs9evRAo9GU+jmLFi3C19eXFi1amLAyoSa5xCSEjVuxYgWrV69m27ZtpX5ORkYGH3zwAe+9954JKxNqkxaEEDZu48aNjBw5kpYtW5b6OYsWLSIiIoInnnjChJUJtclqrkIIcnNzcXQs272r8/PzsbOT75jWTAJCCCGEQRL/QgghDJKAEEIIYZAEhBBCCIMkIIQQQhgkASGEEMIgCQghhBAGSUAIIYQwSAJCCCGEQRIQQgghDJKAEEIIYZAEhBBCCIMkIIQQQhgkASGEEMIgCQghhBAGSUAIIYQwSAJCCCGEQRIQQgghDJKAEEIIYZAEhBBCCIMkIIQQQhgkASGEEMIgCQghhBAGSUAIIYQwSAJCCCGEQRIQQgghDJKAEEIIYZAEhBBCCIMkIIQQQhgkASGEEMIgCQghhBAGSUAIIYQwSAJCCCGEQRIQQgghDJKAEEIIYZAEhBBCCIP+Hy6e/G0Z7sT+AAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 33
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 直方图",
   "id": "1161e5fd958930b1"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-21T14:27:27.469845Z",
     "start_time": "2024-05-21T14:27:27.210548Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = np.random.randint(1, 1000, 1000)\n",
    "sn.histplot(data)\n",
    "\n",
    "plt.title(\"数据分布图\")\n",
    "plt.show()"
   ],
   "id": "651507843f7fa909",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
